Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	30998
Missing cells	28582
Missing cells (%)	4.9%
Duplicate rows	908
Duplicate rows (%)	2.9%
Total size in memory	4.5 MiB
Average record size in memory	152.0 B

Variable types

Categorical	2
Unsupported	1
Numeric	16

Alerts

Dataset has 908 (2.9%) duplicate rows	Duplicates
`iso_code` has a high cardinality: 64 distinct values	High cardinality
`location` has a high cardinality: 64 distinct values	High cardinality
`total_cases` is highly correlated with `iso_code` and 3 other fields	High correlation
`new_cases` is highly correlated with `iso_code` and 3 other fields	High correlation
`total_cases_per_million` is highly correlated with `iso_code` and 4 other fields	High correlation
`new_cases_per_million` is highly correlated with `total_cases` and 2 other fields	High correlation
`median_age` is highly correlated with `iso_code` and 11 other fields	High correlation
`aged_65_older` is highly correlated with `iso_code` and 13 other fields	High correlation
`aged_70_older` is highly correlated with `iso_code` and 12 other fields	High correlation
`gdp_per_capita` is highly correlated with `iso_code` and 10 other fields	High correlation
`cardiovasc_death_rate` is highly correlated with `iso_code` and 9 other fields	High correlation
`hospital_beds_per_thousand` is highly correlated with `iso_code` and 9 other fields	High correlation
`life_expectancy` is highly correlated with `iso_code` and 9 other fields	High correlation
`human_development_index` is highly correlated with `iso_code` and 11 other fields	High correlation
`population` is highly correlated with `iso_code` and 5 other fields	High correlation
`location` is highly correlated with `iso_code` and 15 other fields	High correlation
`iso_code` is highly correlated with `location` and 15 other fields	High correlation
`stringency_index` is highly correlated with `iso_code` and 5 other fields	High correlation
`population_density` is highly correlated with `iso_code` and 4 other fields	High correlation
`diabetes_prevalence` is highly correlated with `iso_code` and 9 other fields	High correlation
`stringency_index` has 4320 (13.9%) missing values	Missing
`population_density` has 2470 (8.0%) missing values	Missing
`median_age` has 1970 (6.4%) missing values	Missing
`aged_65_older` has 2981 (9.6%) missing values	Missing
`aged_70_older` has 2462 (7.9%) missing values	Missing
`gdp_per_capita` has 2490 (8.0%) missing values	Missing
`cardiovasc_death_rate` has 1970 (6.4%) missing values	Missing
`diabetes_prevalence` has 2008 (6.5%) missing values	Missing
`hospital_beds_per_thousand` has 4890 (15.8%) missing values	Missing
`life_expectancy` has 505 (1.6%) missing values	Missing
`human_development_index` has 2514 (8.1%) missing values	Missing
`new_cases_per_million` is highly skewed (γ1 = 23.30413895)	Skewed
`date` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`new_cases` has 6939 (22.4%) zeros	Zeros
`new_cases_per_million` has 6939 (22.4%) zeros	Zeros

Reproduction

Analysis started	2022-11-03 18:40:41.893979
Analysis finished	2022-11-03 18:41:52.574298
Duration	1 minute and 10.68 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

iso_code
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	64
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	242.3 KiB

OWID_WRL	536
VNM	535
THA	535
USA	535
TWN	535
Other values (59)	28322

Length

Max length	8
Median length	3
Mean length	3.167914059
Min length	3

Characters and Unicode

Total characters	98199
Distinct characters	26
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PAK
2nd row	PAK
3rd row	PAK
4th row	PAK
5th row	PAK

Common Values

Value	Count	Frequency (%)
OWID_WRL	536	1.7%
VNM	535	1.7%
THA	535	1.7%
USA	535	1.7%
TWN	535	1.7%
KOR	535	1.7%
SGP	535	1.7%
LKA	531	1.7%
ARE	529	1.7%
PHL	528	1.7%
Other values (54)	25664	82.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
owid_wrl	536	1.7%
twn	535	1.7%
sgp	535	1.7%
kor	535	1.7%
vnm	535	1.7%
usa	535	1.7%
tha	535	1.7%
lka	531	1.7%
are	529	1.7%
phl	528	1.7%
Other values (54)	25664	82.8%

Most occurring characters

Value	Count	Frequency (%)
S	11861	12.1%
R	8535	8.7%
A	8004	8.2%
T	7579	7.7%
P	5983	6.1%
U	5706	5.8%
E	5450	5.5%
N	4960	5.1%
O	4029	4.1%
W	3835	3.9%
Other values (16)	32257	32.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	97158	98.9%
Connector Punctuation	1041	1.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	11861	12.2%
R	8535	8.8%
A	8004	8.2%
T	7579	7.8%
P	5983	6.2%
U	5706	5.9%
E	5450	5.6%
N	4960	5.1%
O	4029	4.1%
W	3835	3.9%
Other values (15)	31216	32.1%

Connector Punctuation

Value	Count	Frequency (%)
_	1041	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	97158	98.9%
Common	1041	1.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	11861	12.2%
R	8535	8.8%
A	8004	8.2%
T	7579	7.8%
P	5983	6.2%
U	5706	5.9%
E	5450	5.6%
N	4960	5.1%
O	4029	4.1%
W	3835	3.9%
Other values (15)	31216	32.1%

Common

Value	Count	Frequency (%)
_	1041	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	98199	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	11861	12.1%
R	8535	8.7%
A	8004	8.2%
T	7579	7.7%
P	5983	6.1%
U	5706	5.8%
E	5450	5.5%
N	4960	5.1%
O	4029	4.1%
W	3835	3.9%
Other values (16)	32257	32.8%

location
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	64
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	242.3 KiB

World	536
Vietnam	535
Thailand	535
United States	535
Taiwan	535
Other values (59)	28322

Length

Max length	32
Median length	19
Mean length	9.275146784
Min length	4

Characters and Unicode

Total characters	287511
Distinct characters	43
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Pakistan
2nd row	Pakistan
3rd row	Pakistan
4th row	Pakistan
5th row	Pakistan

Common Values

Value	Count	Frequency (%)
World	536	1.7%
Vietnam	535	1.7%
Thailand	535	1.7%
United States	535	1.7%
Taiwan	535	1.7%
South Korea	535	1.7%
Singapore	535	1.7%
Sri Lanka	531	1.7%
United Arab Emirates	529	1.7%
Philippines	528	1.7%
Other values (54)	25664	82.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
south	1995	4.5%
and	1902	4.3%
united	1591	3.6%
saint	1441	3.2%
sudan	946	2.1%
world	536	1.2%
taiwan	535	1.2%
korea	535	1.2%
thailand	535	1.2%
states	535	1.2%
Other values (71)	33974	76.3%

Most occurring characters

Value	Count	Frequency (%)
a	42169	14.7%
i	27284	9.5%
n	25991	9.0%
e	22234	7.7%
S	13867	4.8%
	13527	4.7%
r	13424	4.7%
t	13221	4.6%
o	12454	4.3%
d	10740	3.7%
Other values (33)	92600	32.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	231845	80.6%
Uppercase Letter	42139	14.7%
Space Separator	13527	4.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	42169	18.2%
i	27284	11.8%
n	25991	11.2%
e	22234	9.6%
r	13424	5.8%
t	13221	5.7%
o	12454	5.4%
d	10740	4.6%
u	10286	4.4%
l	7543	3.3%
Other values (14)	46499	20.1%

Uppercase Letter

Value	Count	Frequency (%)
S	13867	32.9%
T	5366	12.7%
P	4922	11.7%
U	3531	8.4%
V	2238	5.3%
A	2023	4.8%
K	1535	3.6%
R	1512	3.6%
L	1482	3.5%
G	962	2.3%
Other values (8)	4701	11.2%

Space Separator

Value	Count	Frequency (%)
	13527	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	273984	95.3%
Common	13527	4.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	42169	15.4%
i	27284	10.0%
n	25991	9.5%
e	22234	8.1%
S	13867	5.1%
r	13424	4.9%
t	13221	4.8%
o	12454	4.5%
d	10740	3.9%
u	10286	3.8%
Other values (32)	82314	30.0%

Common

Value	Count	Frequency (%)
	13527	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	287511	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	42169	14.7%
i	27284	9.5%
n	25991	9.0%
e	22234	7.7%
S	13867	4.8%
	13527	4.7%
r	13424	4.7%
t	13221	4.6%
o	12454	4.3%
d	10740	3.7%
Other values (33)	92600	32.2%

date
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	242.3 KiB

total_cases
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	19889
Distinct (%)	64.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1769545.217

Minimum	1
Maximum	186000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	943
median	13569
Q3	220800
95-th percentile	3835023.4
Maximum	186000000
Range	185999999
Interquartile range (IQR)	219857

Descriptive statistics

Standard deviation	11834911.17
Coefficient of variation (CV)	6.688108932
Kurtosis	136.7622935
Mean	1769545.217
Median Absolute Deviation (MAD)	13556
Skewness	11.06952215
Sum	5.485059308 × 10¹⁰
Variance	1.400651224 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
509	435	1.4%
1	401	1.3%
27	348	1.1%
3	278	0.9%
2	211	0.7%
12	196	0.6%
17	185	0.6%
13308	164	0.5%
4	160	0.5%
11	139	0.4%
Other values (19879)	28480	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	401	1.3%
2	211	0.7%
3	278	0.9%
4	160	0.5%
5	45	0.1%
6	38	0.1%
7	54	0.2%
8	131	0.4%
9	39	0.1%
10	84	0.3%

Value	Count	Frequency (%)
186000000	3	< 0.1%
185000000	2	< 0.1%
184000000	2	< 0.1%
183000000	3	< 0.1%
182000000	2	< 0.1%
181000000	3	< 0.1%
180000000	3	< 0.1%
179000000	2	< 0.1%
178000000	3	< 0.1%
177000000	3	< 0.1%

new_cases
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	6766
Distinct (%)	21.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9532.992741

Minimum	-74347
Maximum	906017
Zeros	6939
Zeros (%)	22.4%
Negative	20
Negative (%)	0.1%
Memory size	242.3 KiB

Quantile statistics

Minimum	-74347
5-th percentile	0
Q1	1
median	75
Q3	1075
95-th percentile	23634.55
Maximum	906017
Range	980364
Interquartile range (IQR)	1074

Descriptive statistics

Standard deviation	57106.71986
Coefficient of variation (CV)	5.990429387
Kurtosis	103.3907676
Mean	9532.992741
Median Absolute Deviation (MAD)	75
Skewness	9.562198231
Sum	295503709
Variance	3261177454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6939	22.4%
1	862	2.8%
2	536	1.7%
3	406	1.3%
4	372	1.2%
5	337	1.1%
6	301	1.0%
7	291	0.9%
8	232	0.7%
9	217	0.7%
Other values (6756)	20505	66.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-74347	1	< 0.1%
-10034	1	< 0.1%
-4787	1	< 0.1%
-2362	1	< 0.1%
-372	1	< 0.1%
-161	1	< 0.1%
-104	1	< 0.1%
-21	1	< 0.1%
-19	1	< 0.1%
-16	1	< 0.1%

Value	Count	Frequency (%)
906017	1	< 0.1%
903759	1	< 0.1%
899776	1	< 0.1%
897654	1	< 0.1%
889973	1	< 0.1%
880884	1	< 0.1%
879011	1	< 0.1%
870015	1	< 0.1%
854935	1	< 0.1%
854101	1	< 0.1%

total_cases_per_million
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	23890
Distinct (%)	77.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	13914.38625

Minimum	0.003
Maximum	169605.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	0.003
5-th percentile	3.256
Q1	158.044
median	1701.452
Q3	14745.14
95-th percentile	72842.272
Maximum	169605.5
Range	169605.497
Interquartile range (IQR)	14587.096

Descriptive statistics

Standard deviation	25091.04914
Coefficient of variation (CV)	1.803245123
Kurtosis	6.369535168
Mean	13914.38625
Median Absolute Deviation (MAD)	1692.931
Skewness	2.453856398
Sum	431304230.5
Variance	629560746.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.521	429	1.4%
33374.54	267	0.9%
1395.313	164	0.5%
14833.13	159	0.5%
15.12	146	0.5%
3.256	118	0.4%
18.203	102	0.3%
29.117	86	0.3%
111.857	82	0.3%
10.08	81	0.3%
Other values (23880)	29363	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.003	1	< 0.1%
0.005	3	< 0.1%
0.006	2	< 0.1%
0.007	3	< 0.1%
0.009	7	< 0.1%
0.012	2	< 0.1%
0.014	31	0.1%
0.015	3	< 0.1%
0.017	5	< 0.1%
0.018	10	< 0.1%

Value	Count	Frequency (%)
169605.5	3	< 0.1%
165792.2	3	< 0.1%
161246.7	3	< 0.1%
158419.8	4	< 0.1%
153711.6	3	< 0.1%
150038.3	6	< 0.1%
150008.8	7	< 0.1%
149979.4	28	0.1%
149949.9	7	< 0.1%
149891	7	< 0.1%

new_cases_per_million
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	15200
Distinct (%)	49.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.7413959

Minimum	-1590.15
Maximum	18293.68
Zeros	6939
Zeros (%)	22.4%
Negative	20
Negative (%)	0.1%
Memory size	242.3 KiB

Quantile statistics

Minimum	-1590.15
5-th percentile	0
Q1	0.084
median	7.1385
Q3	65.349
95-th percentile	378.01495
Maximum	18293.68
Range	19883.83
Interquartile range (IQR)	65.265

Descriptive statistics

Standard deviation	254.9380578
Coefficient of variation (CV)	3.237662412
Kurtosis	1155.265588
Mean	78.7413959
Median Absolute Deviation (MAD)	7.1385
Skewness	23.30413895
Sum	2440825.79
Variance	64993.41329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6939	22.4%
0.042	92	0.3%
4.563	73	0.2%
0.01	64	0.2%
0.084	60	0.2%
0.067	53	0.2%
0.168	47	0.2%
0.034	47	0.2%
0.014	46	0.1%
0.072	44	0.1%
Other values (15190)	23533	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1590.15	1	< 0.1%
-559.844	1	< 0.1%
-265.189	1	< 0.1%
-214.609	1	< 0.1%
-70.515	1	< 0.1%
-34.794	1	< 0.1%
-15.789	1	< 0.1%
-7.956	1	< 0.1%
-6.045	1	< 0.1%
-2.274	1	< 0.1%

Value	Count	Frequency (%)
18293.68	1	< 0.1%
10290.83	1	< 0.1%
9924.751	1	< 0.1%
8652.658	2	< 0.1%
6680.903	1	< 0.1%
5897.905	1	< 0.1%
5460.647	1	< 0.1%
5155.583	1	< 0.1%
5084.401	1	< 0.1%
5053.895	1	< 0.1%

stringency_index
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	162
Distinct (%)	0.6%
Missing	4320
Missing (%)	13.9%
Infinite	0
Infinite (%)	0.0%
Mean	57.32864083

Minimum	0
Maximum	100
Zeros	85
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	0
5-th percentile	23.15
Q1	43.52
median	58.8
Q3	72.69
95-th percentile	87.96
Maximum	100
Range	100
Interquartile range (IQR)	29.17

Descriptive statistics

Standard deviation	20.34080889
Coefficient of variation (CV)	0.3548105902
Kurtosis	-0.4478641943
Mean	57.32864083
Median Absolute Deviation (MAD)	14.35
Skewness	-0.3351492706
Sum	1529413.48
Variance	413.7485063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.44	550	1.8%
64.81	531	1.7%
50	531	1.7%
50.93	518	1.7%
71.3	508	1.6%
60.19	473	1.5%
23.15	456	1.5%
63.89	453	1.5%
47.22	441	1.4%
31.48	431	1.4%
Other values (152)	21786	70.3%
(Missing)	4320	13.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	0.3%
2.78	66	0.2%
5.56	67	0.2%
6.48	50	0.2%
8.33	133	0.4%
11.11	145	0.5%
12.04	49	0.2%
12.96	3	< 0.1%
13.89	94	0.3%
14.81	15	< 0.1%

Value	Count	Frequency (%)
100	97	0.3%
97.22	8	< 0.1%
96.3	172	0.6%
94.44	94	0.3%
93.52	127	0.4%
92.59	43	0.1%
91.67	50	0.2%
90.74	176	0.6%
89.81	158	0.5%
88.89	84	0.3%

population
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	64
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	174331044.5

Minimum	809
Maximum	7790000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	809
5-th percentile	98340
Q1	5101416
median	14862927
Q3	43849269
95-th percentile	331000000
Maximum	7790000000
Range	7789999191
Interquartile range (IQR)	38747853

Descriptive statistics

Standard deviation	1012979445
Coefficient of variation (CV)	5.810665837
Kurtosis	52.25370075
Mean	174331044.5
Median Absolute Deviation (MAD)	14176049
Skewness	7.345455437
Sum	5.403913717 × 10¹²
Variance	1.026127355 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7790000000	536	1.7%
97338583	535	1.7%
69799978	535	1.7%
331000000	535	1.7%
23816775	535	1.7%
51269183	535	1.7%
5850343	535	1.7%
21413250	531	1.7%
9890400	529	1.7%
110000000	528	1.7%
Other values (54)	25664	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
809	492	1.6%
33938	500	1.6%
53192	473	1.5%
98340	484	1.6%
110947	484	1.6%
183629	484	1.6%
198410	235	0.8%
219161	461	1.5%
307150	243	0.8%
586634	484	1.6%

Value	Count	Frequency (%)
7790000000	536	1.7%
431000000	505	1.6%
331000000	535	1.7%
221000000	502	1.6%
146000000	527	1.7%
110000000	528	1.7%
97338583	535	1.7%
84339067	486	1.6%
69799978	535	1.7%
67886004	527	1.7%

population_density
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	59
Distinct (%)	0.2%
Missing	2470
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	296.303544

Minimum	3.612
Maximum	7915.731
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	3.612
5-th percentile	15.322
Q1	42.729
median	93.105
Q3	214.243
95-th percentile	556.667
Maximum	7915.731
Range	7912.119
Interquartile range (IQR)	171.514

Descriptive statistics

Standard deviation	1064.769658
Coefficient of variation (CV)	3.593509694
Kurtosis	46.18993025
Mean	296.303544
Median Absolute Deviation (MAD)	69.605
Skewness	6.867257111
Sum	8452947.503
Variance	1133734.424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58.045	536	1.7%
7915.731	535	1.7%
308.127	535	1.7%
35.608	535	1.7%
135.132	535	1.7%
527.967	535	1.7%
341.955	531	1.7%
112.442	529	1.7%
351.873	528	1.7%
272.898	527	1.7%
Other values (49)	23202	74.8%
(Missing)	2470	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.612	484	1.6%
8.823	527	1.7%
15.322	496	1.6%
17.144	490	1.6%
18.22	478	1.5%
19.751	485	1.6%
21.841	272	0.9%
22.662	243	0.8%
22.995	480	1.5%
23.258	484	1.6%

Value	Count	Frequency (%)
7915.731	535	1.7%
778.202	493	1.6%
556.667	500	1.6%
527.967	535	1.7%
494.869	484	1.6%
351.873	528	1.7%
341.955	531	1.7%
308.127	535	1.7%
293.187	484	1.6%
281.787	484	1.6%

median_age
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	54
Distinct (%)	0.2%
Missing	1970
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	30.68835607

Minimum	16.4
Maximum	46.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	16.4
5-th percentile	17.7
Q1	20.8
median	31.6
Q3	40.1
95-th percentile	44.5
Maximum	46.2
Range	29.8
Interquartile range (IQR)	19.3

Descriptive statistics

Standard deviation	9.236321861
Coefficient of variation (CV)	0.3009715424
Kurtosis	-1.376671719
Mean	30.68835607
Median Absolute Deviation (MAD)	9.4
Skewness	0.01610687223
Sum	890821.6
Variance	85.30964152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.9	994	3.2%
41.2	984	3.2%
36.2	968	3.1%
17.7	962	3.1%
18.7	957	3.1%
20.3	941	3.0%
30.9	536	1.7%
42.4	535	1.7%
40.1	535	1.7%
38.3	535	1.7%
Other values (44)	21081	68.0%
(Missing)	1970	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.4	477	1.5%
16.8	482	1.6%
17.7	962	3.1%
18	476	1.5%
18.7	957	3.1%
19.1	467	1.5%
19.2	462	1.5%
19.4	492	1.6%
19.6	478	1.5%
19.7	484	1.6%

Value	Count	Frequency (%)
46.2	496	1.6%
45.5	526	1.7%
44.5	493	1.6%
43.4	535	1.7%
43.1	502	1.6%
43	501	1.6%
42.4	535	1.7%
42.2	535	1.7%
41.8	494	1.6%
41.4	495	1.6%

aged_65_older
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	58
Distinct (%)	0.2%
Missing	2981
Missing (%)	9.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.59813167

Minimum	1.144
Maximum	21.502
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	1.144
5-th percentile	2.168
Q1	3.295
median	7.15
Q3	14.178
95-th percentile	19.436
Maximum	21.502
Range	20.358
Interquartile range (IQR)	10.883

Descriptive statistics

Standard deviation	5.967122673
Coefficient of variation (CV)	0.694002244
Kurtosis	-0.9627484729
Mean	8.59813167
Median Absolute Deviation (MAD)	4.142
Skewness	0.6456300947
Sum	240893.855
Variance	35.606553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.696	536	1.7%
13.914	535	1.7%
12.922	535	1.7%
7.15	535	1.7%
15.413	535	1.7%
11.373	535	1.7%
10.069	531	1.7%
1.144	529	1.7%
4.803	528	1.7%
18.517	527	1.7%
Other values (48)	22691	73.2%
(Missing)	2981	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.144	529	1.7%
1.307	498	1.6%
2.168	477	1.5%
2.48	480	1.5%
2.538	467	1.5%
2.731	482	1.6%
2.822	478	1.5%
2.839	492	1.6%
2.886	461	1.5%
2.922	457	1.5%

Value	Count	Frequency (%)
21.502	496	1.6%
19.985	526	1.7%
19.436	526	1.7%
19.062	493	1.6%
18.517	527	1.7%
18.436	502	1.6%
17.85	501	1.6%
17.366	492	1.6%
16.763	494	1.6%
16.462	495	1.6%

aged_70_older
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	59
Distinct (%)	0.2%
Missing	2462
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.363135548

Minimum	0.526
Maximum	14.924
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	0.526
5-th percentile	1.285
Q1	1.897
median	4.229
Q3	8.42025
95-th percentile	13.433
Maximum	14.924
Range	14.398
Interquartile range (IQR)	6.52325

Descriptive statistics

Standard deviation	4.01341372
Coefficient of variation (CV)	0.7483334485
Kurtosis	-0.553274358
Mean	5.363135548
Median Absolute Deviation (MAD)	2.384
Skewness	0.8284391251
Sum	153042.436
Variance	16.10748968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.355	536	1.7%
7.049	535	1.7%
4.718	535	1.7%
9.732	535	1.7%
6.89	535	1.7%
8.353	535	1.7%
8.622	535	1.7%
5.331	531	1.7%
0.526	529	1.7%
2.661	528	1.7%
Other values (49)	23202	74.8%
(Missing)	2462	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.526	529	1.7%
0.617	498	1.6%
1.285	467	1.5%
1.308	477	1.5%
1.496	482	1.6%
1.525	492	1.6%
1.542	480	1.5%
1.583	457	1.5%
1.642	484	1.6%
1.726	493	1.6%

Value	Count	Frequency (%)
14.924	496	1.6%
13.799	526	1.7%
13.433	526	1.7%
12.93	493	1.6%
12.644	502	1.6%
12.527	527	1.7%
11.69	501	1.6%
11.133	495	1.6%
10.361	485	1.6%
10.202	494	1.6%

gdp_per_capita
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	59
Distinct (%)	0.2%
Missing	2490
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	21259.66612

Minimum	1390.3
Maximum	116935.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	1390.3
5-th percentile	1569.888
Q1	4449.898
median	12951.84
Q3	28763.07
95-th percentile	67293.48
Maximum	116935.6
Range	115545.3
Interquartile range (IQR)	24313.172

Descriptive statistics

Standard deviation	22849.76906
Coefficient of variation (CV)	1.074794352
Kurtosis	4.375845134
Mean	21259.66612
Median Absolute Deviation (MAD)	10361.36
Skewness	1.934011606
Sum	606070561.7
Variance	522111946.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15469.21	536	1.7%
35938.37	535	1.7%
85535.38	535	1.7%
6171.884	535	1.7%
54225.45	535	1.7%
16277.67	535	1.7%
11669.08	531	1.7%
67293.48	529	1.7%
7599.188	528	1.7%
39753.24	527	1.7%
Other values (49)	23182	74.8%
(Missing)	2490	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1390.3	467	1.5%
1429.813	492	1.6%
1479.147	457	1.5%
1569.888	462	1.5%
1697.707	477	1.5%
1854.211	484	1.6%
1899.775	478	1.5%
2205.923	272	0.9%
2470.58	496	1.6%
2683.304	482	1.6%

Value	Count	Frequency (%)
116935.6	498	1.6%
85535.38	535	1.7%
67293.48	529	1.7%
57410.17	502	1.6%
56861.47	500	1.6%
54225.45	535	1.7%
49045.41	496	1.6%
46949.28	526	1.7%
39753.24	527	1.7%
35938.37	535	1.7%

cardiovasc_death_rate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	60
Distinct (%)	0.2%
Missing	1970
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	265.7203056

Minimum	85.755
Maximum	724.417
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	85.755
5-th percentile	92.243
Q1	171.285
median	241.219
Q3	335.346
95-th percentile	539.849
Maximum	724.417
Range	638.662
Interquartile range (IQR)	164.061

Descriptive statistics

Standard deviation	134.0078079
Coefficient of variation (CV)	0.5043190344
Kurtosis	0.9762589741
Mean	265.7203056
Median Absolute Deviation (MAD)	84.502
Skewness	0.9865088341
Sum	7713329.032
Variance	17958.09259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
233.07	536	1.7%
109.861	535	1.7%
151.089	535	1.7%
103.957	535	1.7%
85.998	535	1.7%
92.243	535	1.7%
245.465	535	1.7%
197.093	531	1.7%
317.84	529	1.7%
370.437	528	1.7%
Other values (50)	23694	76.4%
(Missing)	1970	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
85.755	492	1.6%
85.998	535	1.7%
92.243	535	1.7%
99.403	526	1.7%
99.739	502	1.6%
103.957	535	1.7%
109.861	535	1.7%
122.137	527	1.7%
127.842	496	1.6%
128.346	488	1.6%

Value	Count	Frequency (%)
724.417	483	1.6%
561.494	478	1.5%
546.3	243	0.8%
539.849	495	1.6%
495.003	457	1.5%
459.78	272	0.9%
439.415	492	1.6%
431.388	484	1.6%
431.297	527	1.7%
427.698	437	1.4%

diabetes_prevalence
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	55
Distinct (%)	0.2%
Missing	2008
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	8.395268713

Minimum	1.82
Maximum	18.68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	1.82
5-th percentile	2.42
Q1	5.91
median	7.25
Q3	10.68
95-th percentile	17.26
Maximum	18.68
Range	16.86
Interquartile range (IQR)	4.77

Descriptive statistics

Standard deviation	3.905789579
Coefficient of variation (CV)	0.4652369938
Kurtosis	0.2470358436
Mean	8.395268713
Median Absolute Deviation (MAD)	2.46
Skewness	0.7578577997
Sum	243378.84
Variance	15.25519223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.42	1424	4.6%
4.28	1011	3.3%
11.62	968	3.1%
7.11	932	3.0%
8.51	536	1.7%
10.99	535	1.7%
6.8	535	1.7%
7.04	535	1.7%
10.79	535	1.7%
6	535	1.7%
Other values (45)	21444	69.2%
(Missing)	2008	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.82	478	1.5%
2.42	1424	4.6%
2.5	477	1.5%
3.94	480	1.5%
4.28	1011	3.3%
4.79	526	1.7%
5.35	457	1.5%
5.52	493	1.6%
5.59	502	1.6%
5.64	500	1.6%

Value	Count	Frequency (%)
18.68	272	0.9%
17.72	496	1.6%
17.65	478	1.5%
17.26	529	1.7%
16.52	498	1.6%
15.67	484	1.6%
12.84	473	1.5%
12.54	484	1.6%
12.13	486	1.6%
12.02	243	0.8%

hospital_beds_per_thousand
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	44
Distinct (%)	0.2%
Missing	4890
Missing (%)	15.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.079726904

Minimum	0.5
Maximum	12.27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.7
Q1	1.4
median	2.6
Q3	3.6
95-th percentile	8.05
Maximum	12.27
Range	11.77
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	2.324190019
Coefficient of variation (CV)	0.7546740641
Kurtosis	3.702723096
Mean	3.079726904
Median Absolute Deviation (MAD)	1.2
Skewness	1.768118245
Sum	80405.51
Variance	5.401859243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
2.3	1455	4.7%
0.7	1431	4.6%
1.2	1027	3.3%
2.6	1019	3.3%
3.6	1015	3.3%
1.3	974	3.1%
0.8	968	3.1%
2.705	536	1.7%
12.27	535	1.7%
2.1	535	1.7%
Other values (34)	16613	53.6%
(Missing)	4890	15.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	477	1.5%
0.6	502	1.6%
0.7	1431	4.6%
0.8	968	3.1%
0.9	482	1.6%
1	528	1.7%
1.2	1027	3.3%
1.3	974	3.1%
1.4	272	0.9%
1.5	476	1.5%

Value	Count	Frequency (%)
12.27	535	1.7%
8.8	495	1.6%
8.05	527	1.7%
6.892	501	1.6%
6.62	494	1.6%
5.9	476	1.5%
5.82	492	1.6%
5.609	492	1.6%
4.8	437	1.4%
4.53	502	1.6%

life_expectancy
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	60
Distinct (%)	0.2%
Missing	505
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	73.42964713

Minimum	54.7
Maximum	84.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	54.7
5-th percentile	61.04
Q1	69.5
median	74.05
Q3	77.97
95-th percentile	83.62
Maximum	84.97
Range	30.27
Interquartile range (IQR)	8.47

Descriptive statistics

Standard deviation	6.94559675
Coefficient of variation (CV)	0.09458845331
Kurtosis	-0.09323358249
Mean	73.42964713
Median Absolute Deviation (MAD)	3.92
Skewness	-0.6022047581
Sum	2239090.23
Variance	48.24131421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72.58	1063	3.4%
81.32	1020	3.3%
72.06	979	3.2%
83.62	535	1.7%
75.4	535	1.7%
78.86	535	1.7%
77.15	535	1.7%
80.46	535	1.7%
83.03	535	1.7%
76.98	531	1.7%
Other values (50)	23690	76.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54.7	467	1.5%
57.4	482	1.6%
57.85	462	1.5%
61.04	492	1.6%
61.49	478	1.5%
63.37	477	1.5%
63.89	480	1.5%
64.13	493	1.6%
64.5	478	1.5%
65.31	484	1.6%

Value	Count	Frequency (%)
84.97	500	1.6%
83.78	502	1.6%
83.62	535	1.7%
83.56	526	1.7%
83.03	535	1.7%
82.8	526	1.7%
82.05	496	1.6%
81.32	1020	3.3%
80.46	535	1.7%
80.23	498	1.6%

human_development_index
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	54
Distinct (%)	0.2%
Missing	2514
Missing (%)	8.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.7327258461

Minimum	0.433
Maximum	0.955
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	242.3 KiB

Quantile statistics

Minimum	0.433
5-th percentile	0.51
Q1	0.606
median	0.74
Q3	0.848
95-th percentile	0.938
Maximum	0.955
Range	0.522
Interquartile range (IQR)	0.242

Descriptive statistics

Standard deviation	0.1424659474
Coefficient of variation (CV)	0.1944328129
Kurtosis	-0.9252927506
Mean	0.7327258461
Median Absolute Deviation (MAD)	0.115
Skewness	-0.3632708611
Sum	20870.963
Variance	0.02029654615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.777	1027	3.3%
0.796	968	3.1%
0.738	968	3.1%
0.779	968	3.1%
0.567	748	2.4%
0.737	536	1.7%
0.916	535	1.7%
0.938	535	1.7%
0.926	535	1.7%
0.704	535	1.7%
Other values (44)	21129	68.2%
(Missing)	2514	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.433	462	1.5%
0.452	467	1.5%
0.47	457	1.5%
0.51	484	1.6%
0.512	496	1.6%
0.515	492	1.6%
0.529	482	1.6%
0.543	484	1.6%
0.544	477	1.5%
0.555	478	1.5%

Value	Count	Frequency (%)
0.955	502	1.6%
0.945	526	1.7%
0.938	535	1.7%
0.932	527	1.7%
0.926	535	1.7%
0.917	493	1.6%
0.916	535	1.7%
0.904	526	1.7%
0.89	529	1.7%
0.88	494	1.6%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	iso_code	location	date	total_cases	new_cases	total_cases_per_million	new_cases_per_million	stringency_index	population	population_density	median_age	aged_65_older	aged_70_older	gdp_per_capita	cardiovasc_death_rate	diabetes_prevalence	hospital_beds_per_thousand	life_expectancy	human_development_index
0	PAK	Pakistan	25-02-2020	2.0	2	0.009	0.009	19.44	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
1	PAK	Pakistan	26-02-2020	2.0	0	0.009	0.000	19.44	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
2	PAK	Pakistan	27-02-2020	2.0	0	0.009	0.000	28.70	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
3	PAK	Pakistan	28-02-2020	4.0	2	0.018	0.009	28.70	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
4	PAK	Pakistan	29-02-2020	4.0	0	0.018	0.000	28.70	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
5	PAK	Pakistan	2020-01-03 00:00:00	4.0	0	0.018	0.000	28.70	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
6	PAK	Pakistan	2020-02-03 00:00:00	5.0	1	0.023	0.005	28.70	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
7	PAK	Pakistan	2020-03-03 00:00:00	5.0	0	0.023	0.000	28.70	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
8	PAK	Pakistan	2020-04-03 00:00:00	5.0	0	0.023	0.000	28.70	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557
9	PAK	Pakistan	2020-05-03 00:00:00	6.0	1	0.027	0.005	28.70	221000000	255.573	23.5	4.495	2.78	5034.708	423.031	8.35	0.6	67.27	0.557

Last rows

	iso_code	location	date	total_cases	new_cases	total_cases_per_million	new_cases_per_million	stringency_index	population	population_density	median_age	aged_65_older	aged_70_older	gdp_per_capita	cardiovasc_death_rate	diabetes_prevalence	hospital_beds_per_thousand	life_expectancy	human_development_index
30988	ZWE	Zimbabwe	2021-01-07 00:00:00	51221.0	1357	3446.226	91.301	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30989	ZWE	Zimbabwe	2021-02-07 00:00:00	52663.0	1442	3543.246	97.020	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30990	ZWE	Zimbabwe	2021-03-07 00:00:00	53665.0	1002	3610.662	67.416	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30991	ZWE	Zimbabwe	2021-04-07 00:00:00	54474.0	809	3665.092	54.431	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30992	ZWE	Zimbabwe	2021-05-07 00:00:00	56014.0	1540	3768.706	103.614	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30993	ZWE	Zimbabwe	2021-06-07 00:00:00	57963.0	1949	3899.837	131.132	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30994	ZWE	Zimbabwe	2021-07-07 00:00:00	60227.0	2264	4052.163	152.325	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30995	ZWE	Zimbabwe	2021-08-07 00:00:00	62383.0	2156	4197.222	145.059	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30996	ZWE	Zimbabwe	2021-09-07 00:00:00	65066.0	2683	4377.738	180.516	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571
30997	ZWE	Zimbabwe	2021-10-07 00:00:00	66853.0	1787	4497.970	120.232	NaN	14862927	42.729	19.6	2.822	1.882	1899.775	307.846	1.82	1.7	61.49	0.571

Most frequently occurring

	iso_code	location	total_cases	total_cases_per_million	stringency_index	population	population_density	median_age	aged_65_older	aged_70_older	gdp_per_capita	cardiovasc_death_rate	diabetes_prevalence	hospital_beds_per_thousand	life_expectancy	human_development_index	# duplicates
789	VAT	Vatican	27.0	33374.540	NaN	809	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	75.12	NaN	266
787	VAT	Vatican	12.0	14833.130	NaN	809	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	75.12	NaN	158
866	WSM	Samoa	3.0	15.120	NaN	198410	69.413	22.0	5.606	3.564	6021.557	348.977	9.21	NaN	73.32	0.715	145
865	WSM	Samoa	2.0	10.080	NaN	198410	69.413	22.0	5.606	3.564	6021.557	348.977	9.21	NaN	73.32	0.715	79
862	VUT	Vanuatu	4.0	13.023	22.22	307150	22.662	23.1	4.394	2.620	2921.909	546.300	12.02	NaN	70.47	0.609	76
110	KNA	Saint Kitts and Nevis	15.0	281.997	NaN	53192	212.865	NaN	NaN	NaN	24654.390	NaN	12.84	2.3	76.23	0.779	74
313	SLB	Solomon Islands	20.0	29.117	25.00	686878	21.841	20.8	3.507	2.043	2205.923	459.780	18.68	1.4	73.00	0.567	74
112	KNA	Saint Kitts and Nevis	17.0	319.597	NaN	53192	212.865	NaN	NaN	NaN	24654.390	NaN	12.84	2.3	76.23	0.779	72
650	TJK	Tajikistan	13308.0	1395.313	31.48	9537642	64.281	23.3	3.466	2.155	2896.913	427.698	7.11	4.8	71.10	0.668	71
859	VUT	Vanuatu	1.0	3.256	22.22	307150	22.662	23.1	4.394	2.620	2921.909	546.300	12.02	NaN	70.47	0.609	69

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring